Mplus VERSION 8.4 (Mac)
MUTHEN & MUTHEN
01/31/2023   7:41 AM

INPUT INSTRUCTIONS

  TITLE:
    Exploratory factor analysis of the InDI-D ;

  DATA:
    FILE IS InDID_exploratory.dat ;

  VARIABLE:
    NAMES ARE
       InDID1 InDID2 InDID3 InDID4 InDID5
       InDID6 InDID7 InDID8 InDID9
       ;

    USEVARIABLES ARE
       InDID1 InDID2 InDID3 InDID4 InDID5
       InDID6 InDID7 InDID8 InDID9
       ;

    CATEGORICAL ARE
       InDID1 InDID2 InDID3 InDID4 InDID5
       InDID6 InDID7 InDID8 InDID9
       ;

    MISSING = . ;

  ANALYSIS:
    TYPE IS EFA 1 3 ;
    ESTIMATOR IS WLSMV ;
    ROTATION = GEOMIN ;
    !PARAMETERIZATION = DELTA ;

  OUTPUT: modindices(all);
          !stand(STDYX);
          !cinterval;
          !sampstat;
          !TECH1;
          !TECH8;
          !TECH10;



*** WARNING
  Data set contains cases with missing on all variables.
  These cases were not included in the analysis.
  Number of cases with missing on all variables:  2
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS




Exploratory factor analysis of the InDI-D ;

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1063

Number of dependent variables                                    9
Number of independent variables                                  0
Number of continuous latent variables                            0

Observed dependent variables

  Binary and ordered categorical (ordinal)
   INDID1      INDID2      INDID3      INDID4      INDID5      INDID6
   INDID7      INDID8      INDID9


Estimator                                                    WLSMV
Rotation                                                    GEOMIN
Row standardization                                    CORRELATION
Type of rotation                                           OBLIQUE
Epsilon value                                               Varies
Maximum number of iterations                                  1000
Convergence criterion                                    0.500D-04
Maximum number of steepest descent iterations                   20
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03
Optimization Specifications for the Exploratory Factor Analysis
Rotation Algorithm
  Number of random starts                                       30
  Maximum number of iterations                               10000
  Derivative convergence criterion                       0.100D-04
Link                                                        PROBIT

Input data file(s)
  InDID_exploratory.dat

Input data format  FREE


SUMMARY OF DATA

     Number of missing data patterns            11


COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100


     PROPORTION OF DATA PRESENT


           Covariance Coverage
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         1.000
 INDID2         0.998         0.998
 INDID3         0.997         0.995         0.997
 INDID4         0.997         0.995         0.995         0.997
 INDID5         0.996         0.994         0.995         0.994         0.996
 INDID6         0.997         0.995         0.995         0.995         0.994
 INDID7         0.997         0.995         0.995         0.995         0.994
 INDID8         0.998         0.996         0.996         0.996         0.995
 INDID9         0.997         0.995         0.995         0.995         0.994


           Covariance Coverage
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.997
 INDID7         0.995         0.997
 INDID8         0.996         0.996         0.998
 INDID9         0.995         0.995         0.996         0.997


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    INDID1
      Category 1    0.314          334.000
      Category 2    0.352          374.000
      Category 3    0.183          195.000
      Category 4    0.151          160.000
    INDID2
      Category 1    0.463          491.000
      Category 2    0.283          300.000
      Category 3    0.176          187.000
      Category 4    0.078           83.000
    INDID3
      Category 1    0.414          439.000
      Category 2    0.325          344.000
      Category 3    0.155          164.000
      Category 4    0.107          113.000
    INDID4
      Category 1    0.599          635.000
      Category 2    0.222          235.000
      Category 3    0.113          120.000
      Category 4    0.066           70.000
    INDID5
      Category 1    0.550          582.000
      Category 2    0.263          279.000
      Category 3    0.122          129.000
      Category 4    0.065           69.000
    INDID6
      Category 1    0.538          570.000
      Category 2    0.256          271.000
      Category 3    0.122          129.000
      Category 4    0.085           90.000
    INDID7
      Category 1    0.517          548.000
      Category 2    0.276          293.000
      Category 3    0.118          125.000
      Category 4    0.089           94.000
    INDID8
      Category 1    0.432          458.000
      Category 2    0.313          332.000
      Category 3    0.163          173.000
      Category 4    0.092           98.000
    INDID9
      Category 1    0.463          491.000
      Category 2    0.271          287.000
      Category 3    0.163          173.000
      Category 4    0.103          109.000



SUMMARY OF MODEL FIT INFORMATION


                   Number of                   Degrees of
     Model        Parameters      Chi-Square    Freedom     P-Value

     1-factor           9            204.667        27       0.0000
     2-factor          17             88.584        19       0.0000
     3-factor          24             48.750        12       0.0000

                                               Degrees of
     Models Compared              Chi-Square    Freedom     P-Value

     1-factor against 2-factor       112.860         8       0.0000
     2-factor against 3-factor        41.229         7       0.0000



RESULTS FOR EXPLORATORY FACTOR ANALYSIS


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                  1             2             3             4             5
              ________      ________      ________      ________      ________
                6.104         0.553         0.455         0.414         0.390


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                  6             7             8             9
              ________      ________      ________      ________
                0.351         0.270         0.244         0.220


EXPLORATORY FACTOR ANALYSIS WITH 1 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                        9

Chi-Square Test of Model Fit

          Value                            204.667*
          Degrees of Freedom                    27
          P-Value                           0.0000

*   The chi-square value for MLM, MLMV, MLR, ULSMV, WLSM and WLSMV cannot be used
    for chi-square difference testing in the regular way.  MLM, MLR and WLSM
    chi-square difference testing is described on the Mplus website.  MLMV, WLSMV,
    and ULSMV difference testing is done using the DIFFTEST option.

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.079
          90 Percent C.I.                    0.069  0.089
          Probability RMSEA <= .05           0.000

CFI/TLI

          CFI                                0.986
          TLI                                0.982

Chi-Square Test of Model Fit for the Baseline Model

          Value                          12997.943
          Degrees of Freedom                    36
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.034



MINIMUM ROTATION FUNCTION VALUE       5.79222



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1
              ________
 INDID1         0.756*
 INDID2         0.809*
 INDID3         0.832*
 INDID4         0.789*
 INDID5         0.776*
 INDID6         0.791*
 INDID7         0.836*
 INDID8         0.812*
 INDID9         0.817*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1
              ________
      1         1.000


           ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
                0.429         0.346         0.308         0.378         0.398


           ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
                0.375         0.300         0.341         0.333


           S.E. GEOMIN ROTATED LOADINGS
                  1
              ________
 INDID1         0.017
 INDID2         0.014
 INDID3         0.012
 INDID4         0.016
 INDID5         0.016
 INDID6         0.015
 INDID7         0.012
 INDID8         0.013
 INDID9         0.013


           S.E. GEOMIN FACTOR CORRELATIONS
                  1
              ________
      1         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
                0.025         0.022         0.020         0.026         0.024


           S.E. ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
                0.024         0.021         0.021         0.022


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1
              ________
 INDID1        45.414
 INDID2        59.738
 INDID3        68.116
 INDID4        47.886
 INDID5        49.214
 INDID6        51.808
 INDID7        67.708
 INDID8        61.833
 INDID9        61.439


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1
              ________
      1         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
               17.043        15.811        15.182        14.541        16.278


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
               15.537        14.531        16.021        15.332


EXPLORATORY FACTOR ANALYSIS WITH 2 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                       17

Chi-Square Test of Model Fit

          Value                             88.584*
          Degrees of Freedom                    19
          P-Value                           0.0000

*   The chi-square value for MLM, MLMV, MLR, ULSMV, WLSM and WLSMV cannot be used
    for chi-square difference testing in the regular way.  MLM, MLR and WLSM
    chi-square difference testing is described on the Mplus website.  MLMV, WLSMV,
    and ULSMV difference testing is done using the DIFFTEST option.

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.059
          90 Percent C.I.                    0.047  0.071
          Probability RMSEA <= .05           0.113

CFI/TLI

          CFI                                0.995
          TLI                                0.990

Chi-Square Test of Model Fit for the Baseline Model

          Value                          12997.943
          Degrees of Freedom                    36
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.023



MINIMUM ROTATION FUNCTION VALUE       0.53956



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1             2
              ________      ________
 INDID1         0.462*        0.335*
 INDID2         0.805*        0.011
 INDID3         0.003*        1.027*
 INDID4         0.758*        0.041
 INDID5         0.803*       -0.026
 INDID6         0.768*        0.032
 INDID7         0.690*        0.172*
 INDID8         0.822*       -0.006
 INDID9         0.961*       -0.160*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1             2
              ________      ________
      1         1.000
      2         0.773*        1.000


           ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
                0.434         0.339        -0.060         0.376         0.387


           ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
                0.372         0.310         0.333         0.288


           S.E. GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 INDID1         0.116         0.120
 INDID2         0.034         0.038
 INDID3         0.001         0.087
 INDID4         0.048         0.053
 INDID5         0.039         0.044
 INDID6         0.044         0.049
 INDID7         0.071         0.075
 INDID8         0.020         0.017
 INDID9         0.060         0.062


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         0.000
      2         0.063         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
                0.031         0.022         0.176         0.027         0.025


           S.E. ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
                0.024         0.021         0.022         0.023


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 INDID1         4.002         2.784
 INDID2        23.745         0.294
 INDID3         2.148        11.856
 INDID4        15.675         0.763
 INDID5        20.639        -0.594
 INDID6        17.592         0.645
 INDID7         9.710         2.292
 INDID8        40.945        -0.360
 INDID9        16.110        -2.577


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         0.000
      2        12.189         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
               13.937        15.235        -0.340        14.144        15.611


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
               15.272        14.663        15.420        12.532


           FACTOR STRUCTURE
                  1             2
              ________      ________
 INDID1         0.721         0.693
 INDID2         0.813         0.633
 INDID3         0.797         1.030
 INDID4         0.790         0.627
 INDID5         0.783         0.595
 INDID6         0.792         0.625
 INDID7         0.823         0.706
 INDID8         0.817         0.629
 INDID9         0.838         0.584


EXPLORATORY FACTOR ANALYSIS WITH 3 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                       24

Chi-Square Test of Model Fit

          Value                             48.750*
          Degrees of Freedom                    12
          P-Value                           0.0000

*   The chi-square value for MLM, MLMV, MLR, ULSMV, WLSM and WLSMV cannot be used
    for chi-square difference testing in the regular way.  MLM, MLR and WLSM
    chi-square difference testing is described on the Mplus website.  MLMV, WLSMV,
    and ULSMV difference testing is done using the DIFFTEST option.

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.054
          90 Percent C.I.                    0.038  0.070
          Probability RMSEA <= .05           0.323

CFI/TLI

          CFI                                0.997
          TLI                                0.991

Chi-Square Test of Model Fit for the Baseline Model

          Value                          12997.943
          Degrees of Freedom                    36
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.016



MINIMUM ROTATION FUNCTION VALUE       0.30834



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1             2             3
              ________      ________      ________
 INDID1         0.122         0.675*        0.007
 INDID2         0.637*        0.182*        0.046
 INDID3         0.001         0.938*       -0.118
 INDID4         0.824*        0.013        -0.128
 INDID5         0.887*       -0.073        -0.104
 INDID6         0.679*        0.135        -0.010
 INDID7         0.496*        0.373*       -0.005
 INDID8         0.594*        0.210*        0.112*
 INDID9         0.742*        0.000         0.514*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1             2             3
              ________      ________      ________
      1         1.000
      2         0.842*        1.000
      3         0.178         0.184         1.000


           ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
                0.390         0.349         0.146         0.325         0.335


           ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
                0.370         0.304         0.347         0.050


           S.E. GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 INDID1         0.179         0.170         0.023
 INDID2         0.084         0.080         0.048
 INDID3         0.005         0.029         0.065
 INDID4         0.043         0.016         0.084
 INDID5         0.112         0.124         0.081
 INDID6         0.083         0.090         0.036
 INDID7         0.100         0.100         0.020
 INDID8         0.102         0.080         0.052
 INDID9         0.176         0.002         0.206


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         0.000
      2         0.046         0.000
      3         0.231         0.253         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
                0.034         0.023         0.057         0.034         0.033


           S.E. ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
                0.025         0.021         0.025         0.163


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 INDID1         0.682         3.977         0.297
 INDID2         7.609         2.268         0.962
 INDID3         0.260        32.853        -1.815
 INDID4        19.298         0.817        -1.513
 INDID5         7.889        -0.589        -1.295
 INDID6         8.172         1.493        -0.287
 INDID7         4.942         3.740        -0.267
 INDID8         5.853         2.637         2.136
 INDID9         4.208        -0.139         2.495


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         0.000
      2        18.192         0.000
      3         0.772         0.728         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
               11.410        15.436         2.553         9.455        10.167


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
               14.681        14.496        13.758         0.304


           FACTOR STRUCTURE
                  1             2             3
              ________      ________      ________
 INDID1         0.691         0.778         0.152
 INDID2         0.799         0.727         0.193
 INDID3         0.770         0.917         0.055
 INDID4         0.812         0.683         0.021
 INDID5         0.808         0.655         0.040
 INDID6         0.791         0.704         0.135
 INDID7         0.809         0.790         0.152
 INDID8         0.791         0.731         0.256
 INDID9         0.833         0.719         0.646


MODIFICATION INDICES


     MODIFICATION INDICES FOR ANALYSIS WITH 1 FACTOR(S)



     MODIFICATION INDICES


           THETA
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         0.000
 INDID2         0.715         0.000
 INDID3        78.085         4.447         0.000
 INDID4        10.583         7.037         0.214         0.000
 INDID5         4.720         2.189         7.336        22.024         0.000
 INDID6         4.170         3.715         1.039         0.758         7.042
 INDID7         0.871         8.353        10.486         0.665         0.141
 INDID8         5.408         4.724         2.750         0.500         0.014
 INDID9         4.551         9.699        32.042         4.457         0.738


           THETA
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.000
 INDID7         0.177         0.000
 INDID8         4.316         1.832         0.000
 INDID9         0.388         0.830        37.692         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         0.000
 INDID2         0.014         0.000
 INDID3         0.131        -0.035         0.000
 INDID4        -0.069         0.046        -0.008         0.000
 INDID5        -0.043        -0.028        -0.049         0.082         0.000
 INDID6        -0.040         0.032        -0.017        -0.017         0.046
 INDID7        -0.016        -0.050         0.048        -0.015        -0.007
 INDID8        -0.042        -0.038        -0.027        -0.013        -0.002
 INDID9        -0.038         0.049        -0.100        -0.040        -0.016


           THETA
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.000
 INDID7         0.007         0.000
 INDID8        -0.036         0.021         0.000
 INDID9         0.011        -0.015         0.090         0.000


     MODIFICATION INDICES FOR ANALYSIS WITH 2 FACTOR(S)



     MODIFICATION INDICES


           THETA
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         0.000
 INDID2         8.042         0.000
 INDID3         0.554         1.501         0.000
 INDID4         4.880         6.217         0.689         0.000
 INDID5         0.488         5.278         1.626        21.114         0.000
 INDID6         0.556         2.672         0.001         1.219         5.379
 INDID7         0.104         6.511         0.357         0.109         0.005
 INDID8         0.372         9.265         2.845         1.258         0.906
 INDID9         0.299         2.377         0.102        12.468         9.394


           THETA
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.000
 INDID7         1.054         0.000
 INDID8         7.304         4.494         0.000
 INDID9         0.550         0.409        23.368         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         0.000
 INDID2         0.048         0.000
 INDID3         0.145        -0.051         0.000
 INDID4        -0.046         0.043         0.041         0.000
 INDID5        -0.014        -0.043        -0.063         0.080         0.000
 INDID6        -0.014         0.028        -0.001        -0.021         0.041
 INDID7         0.008        -0.043        -0.043        -0.006         0.001
 INDID8        -0.011        -0.053         0.072        -0.020        -0.017
 INDID9         0.013         0.027         0.027        -0.071        -0.062


           THETA
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.000
 INDID7         0.017         0.000
 INDID8        -0.047         0.033         0.000
 INDID9        -0.014        -0.012         0.084         0.000


     MODIFICATION INDICES FOR ANALYSIS WITH 3 FACTOR(S)



     MODIFICATION INDICES


           THETA
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         0.000
 INDID2        10.926         0.000
 INDID3         1.685         3.836         0.000
 INDID4         3.159        11.269         3.822         0.000
 INDID5         1.212         9.244         0.335         1.106         0.000
 INDID6         0.370         5.717         0.020        11.308         2.663
 INDID7         3.755         6.157         0.596         0.785         0.015
 INDID8         1.021         5.577         0.035         0.027         0.382
 INDID9         0.698         1.009         6.855         0.009         0.364


           THETA
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.000
 INDID7         1.351         0.000
 INDID8         3.036        10.348         0.000
 INDID9         0.273         2.367         3.123         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              INDID1        INDID2        INDID3        INDID4        INDID5
              ________      ________      ________      ________      ________
 INDID1         0.000
 INDID2         0.056         0.000
 INDID3         0.148        -0.046         0.000
 INDID4        -0.043         0.067         0.065         0.000
 INDID5         0.030        -0.065        -0.021         0.052         0.000
 INDID6        -0.012         0.038        -0.003        -0.078         0.039
 INDID7        -0.054        -0.039         0.028        -0.017        -0.002
 INDID8        -0.018        -0.045        -0.005         0.003         0.013
 INDID9        -0.049         0.053         0.335        -0.007         0.042


           THETA
              INDID6        INDID7        INDID8        INDID9
              ________      ________      ________      ________
 INDID6         0.000
 INDID7         0.018         0.000
 INDID8        -0.029         0.047         0.000
 INDID9        -0.021        -0.061         0.168         0.000


     Beginning Time:  07:41:57
        Ending Time:  07:41:58
       Elapsed Time:  00:00:01



MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA  90066

Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com

Copyright (c) 1998-2019 Muthen & Muthen
